... systems, provenance becomes less about capturing prompts and more about preserving continuity across transformations. I also agree the endpoint/version specificity matters a lot. Model family provenance is often too vague to support meaningful verification later. Comment from Praveen(@praveen62): @ari_heljakka  That overlap is very interesting. I think provenance and evaluator lineage are converging on a similar trust problem: not only what result was produced? but also which exact system state produced it at that moment? Your point about ... ... uncertainty explicit is the part most systems miss. A provenance report should show what was verified, what was inferred, and what is unknowable from the artifacts, so reviewers can replay the chain without overtrusting the narrative. Comment from Ari

... Aris, solo founder who got fed up with clunky passwords and 2FA fatigue after years of building web apps. So I created QRAuth.io , an open-source passwordless auth system where you simply scan an animated living QR code with your phone, tap once with biometrics or passkey, and you re instantly logged in. No apps, no typing, no copy-paste, it works on any website, kiosk, menu, or even physical products, and it s cryptographically signed so screenshots are useless ...

... Product Hunt! We re the team behind Alphainterface, and we ve been quietly building something that rethinks how recruiters and candidates connect meet ARIS (AI Recruitment Intelligence System). ARIS

... want deep, timeless knowledge, I still go back to books. They give me the context and grounding short-form content can t. Your turn. What s your go-to learning stack this year? Comment from Aleksandar Blazhev(@byalexai): @ari_gomes  Can you mention some of the newsletters here? Comment from Nika(@busmark_w_nika): @byalexai  Yes! 80% of news is thanks to reactionary memes, and then I retrospectively try to find what happened and learn new things ... ... want to learn. Practice is essential. I m a firm believer that the future of learning lies in AI tutors, with personalization, gamification, and adaptability at the core. Comment from Terry Yang(@terry_yang3): AI and Google Comment from Ari

... Arora (@gamifykaran): @spongefile  Reddit is tough, I agree. My old account got blocked as well. For beta users you can try twitter or linkedin. Comment from Abbas Aga(@uaghazade): Try Indie Hunt - The No-Launch-Day Product Hunt Alternative Comment from Bingbing Yan(@onbing): Try Reddit precision community (lurk as an enthusiastic crowd), hook up with Twitter Vs

... from my reading list last year that I highly recommend: 1. *Spoon-Fed: Why Almost Everything We ve Been Told About Food Is Wrong* by Tim Spector 2. *Predictably Irrational: The Hidden Forces That Shape Our Decisions* by Dan Ariely Both titles offer a clear glimpse into their insightful content! Comment from Lesley(@lesley_0516): I read the Elon Musk biography. I have to say that Musk is really a doer, and I was impressed by his strict demand ...